23 citations · 23 across the 3 of their papers we have counts for
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cs.LG2025
Denoising-based Contractive Imitation Learning
Macheng Shen, Jishen Peng, Zefang Huang
A fundamental challenge in imitation learning is the \emph{covariate shift} problem. Existing methods to mitigate covariate shift often require additional expert interactions, acce…
cs.LG2025
Neural SDEs as a Unified Approach to Continuous-Domain Sequence Modeling
Macheng Shen, Chen Cheng
Inspired by the ubiquitous use of differential equations to model continuous dynamics across diverse scientific and engineering domains, we propose a novel and intuitive approach t…
cs.LG2018★ 23 cited
A Probe Towards Understanding GAN and VAE Models
Lu Mi, Macheng Shen, Jingzhao Zhang
This project report compares some known GAN and VAE models proposed prior to 2017. There has been significant progress after we finished this report. We upload this report as an in…